diff --git a/build.py b/build.py index 35cdd2a..e684cbf 100644 --- a/build.py +++ b/build.py @@ -1,26 +1,71 @@ -def get_categorical_variables(df): - return [] +import numpy as np +import pandas as pd +from scipy.stats import norm +import seaborn as sns +import matplotlib.pyplot as plt + + + +df=pd.read_csv('data/conversion_data.csv') +def get_categorical_variables(df): + list1=[] + for col in df.columns: + if df.loc[:,col].nunique()<5: + list1.append(col) + return list1 def get_numerical_variables(df): - return [] + numeric = pd.DataFrame._get_numeric_data(df) + return list(numeric) def get_numerical_variables_percentile(df): - pass - + per = df.describe().T + return per def get_categorical_variables_modes(df): - pass - + return df[get_categorical_variables(df)].mode() def get_missing_values_count(df): - pass + return pd.DataFrame(df.isnull().sum()) def plot_histogram_with_numerical_values(df): - pass + num_cols = get_numerical_variables(df) + plt.figure(figsize=(15,6)) + + plt.subplot(221) + plt.title(num_cols[0]) + sns.distplot(df[num_cols[0]], color='Blue', fit=norm, kde=False) + + plt.subplot(222) + plt.title(num_cols[1]) + sns.distplot(df[num_cols[1]], color='Blue', fit=norm, kde=False) + + plt.subplot(223) + plt.title(num_cols[2]) + sns.distplot(df[num_cols[2]], color='Blue', fit=norm, kde=False) + + plt.subplot(224) + plt.title(num_cols[3]) + sns.distplot(df[num_cols[3]], color='Blue', fit=norm, kde=False) + + plt.tight_layout() + plt.show() def plot_facet_box(df): - pass + plt.figure(figsize=(10,10)) + + plt.subplot(221) + plt.title('Age') + sns.boxplot('converted','age',data=df) + + plt.subplot(222) + plt.title('Total Pages Visited') + + sns.boxplot('converted','total_pages_visited',data=df) + + plt.tight_layout() + plt.show() diff --git a/build.pyc b/build.pyc new file mode 100644 index 0000000..4416e81 Binary files /dev/null and b/build.pyc differ diff --git a/tests/__init__.pyc b/tests/__init__.pyc new file mode 100644 index 0000000..6031c7b Binary files /dev/null and b/tests/__init__.pyc differ diff --git a/tests/test_get_categorical_variables.pyc b/tests/test_get_categorical_variables.pyc new file mode 100644 index 0000000..9b5be80 Binary files /dev/null and b/tests/test_get_categorical_variables.pyc differ